• DocumentCode
    3305635
  • Title

    Plant Species Identification Based on Neural Network

  • Author

    Zhang, Lei ; Kong, Jun ; Zeng, Xiaoyun ; Ren, Jiayue

  • Author_Institution
    Network Inf. Center, Northeast Normal Univ., Changchun
  • Volume
    5
  • fYear
    2008
  • fDate
    18-20 Oct. 2008
  • Firstpage
    90
  • Lastpage
    94
  • Abstract
    Computer-aided plant species identification acts significantly on plant digital museum system and systematic botany, which is the groundwork for research and development of plant. This paper presents a new method for plant species identification using leaf image. It focuses on the stable features extraction of leaf, such as the geometrical features of shape and the texture features of venation. The 2-D moment invariants, Wavelet statistical features are used to extract leaf information. Self-organizing feature map (SOM) neural network has the advantages of simple structure, ordered mapping topology and low complexity of learning. It is suitable for many complex problems such as multi-class pattern recognition, high dimension input vector and large quantity training data. So this paper use SOM neural network to identify the plant species. The experimental results illustrate the effectiveness of this method.
  • Keywords
    biology computing; botany; feature extraction; neural nets; self-organising feature maps; 2D moment invariants; SOM neural network; computer-aided plant species identification; features extraction; leaf image; multiclass pattern recognition; neural network; plant digital museum system; plant species identification; self-organizing feature map; systematic botany; texture features; wavelet statistical features; Artificial neural networks; Computer networks; Data mining; Educational institutions; Feature extraction; Military computing; Network topology; Neural networks; Research and development; Shape; SOM neural network; Wavelet statistical features; plant species identification;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Natural Computation, 2008. ICNC '08. Fourth International Conference on
  • Conference_Location
    Jinan
  • Print_ISBN
    978-0-7695-3304-9
  • Type

    conf

  • DOI
    10.1109/ICNC.2008.253
  • Filename
    4667403